{ "cells": [ { "cell_type": "markdown", "id": "434a6f57", "metadata": {}, "source": [ "# Spline SPF Injection-Recovery\n", "\n", "This notebook demonstrates **injection-recovery** for a flexible spline scattering phase function (SPF) in GRaTeR-JAX.\n", "\n", "In scattered-light imaging of debris disks, the **scattering phase function** (SPF) encodes how dust grains scatter starlight as a function of the angle between the incident and scattered rays. Recovering the SPF from disk images constrains dust grain properties — size, composition, and porosity — that are otherwise inaccessible.\n", "\n", "GRaTeR-JAX supports a flexible **spline SPF** that can represent arbitrary shapes, unlike the single-parameter Henyey-Greenstein (HG) model. The spline is parameterised by a small number of free knot values, making it tractable for both maximum-likelihood optimisation and Bayesian MCMC posterior inference.\n", "\n", "**Injection-recovery** is a standard validation strategy: we synthesise a disk image using a *known* SPF (here, a HG with $g = 0.3$), then attempt to recover the SPF using the flexible spline model. Agreement between the recovered and injected SPF validates the modelling pipeline and quantifies the recovery fidelity.\n", "\n", "This notebook will:\n", "1. Generate truth images at four disk inclinations (30°, 50°, 70°, 80°).\n", "2. Fit the spline SPF to each truth image with **scipy L-BFGS-B** optimisation.\n", "3. Run **MCMC posterior inference** with `emcee` to quantify uncertainty on the recovered SPF.\n", "4. Summarise the recovery fidelity across inclinations.\n", "\n", "*Note*: This notebook was run on an NVIDIA GeForce RTX 4090" ] }, { "cell_type": "markdown", "id": "864e85f1", "metadata": {}, "source": [ "## Background\n", "\n", "### Henyey-Greenstein SPF\n", "\n", "The Henyey-Greenstein (HG) phase function is the standard single-parameter model for dust scattering:\n", "\n", "$$f(\\theta) = \\frac{1}{4\\pi}\\frac{1-g^2}{[1+g^2 - 2g\\cos\\theta]^{3/2}}$$\n", "\n", "where $\\theta$ is the scattering angle and $g \\in (-1, 1)$ is the **asymmetry parameter** ($g > 0$ forward-scattering, $g < 0$ backward-scattering, $g = 0$ isotropic). While analytically convenient, the HG model has only one free parameter and cannot reproduce the rich scattering behaviour of real grain populations.\n", "\n", "### Spline SPF\n", "\n", "The spline SPF replaces the analytic HG formula with a **cubic spline** interpolated over $N_k$ free knot values across the probed range of $\\cos\\phi$ (where $\\phi$ is the scattering angle). This gives much greater flexibility:\n", "\n", "- **Knot locations** are evenly distributed across the range of $\\cos\\phi$ probed by the disk geometry, plus a small buffer (`KNOT_BOUND_BUFFER = 0.1` in $\\cos\\phi$ units) which adds extra space to the spline in case the initial inclination guess was not spot-on.\n", "- **A fixed knot is always placed at** $\\cos\\phi = 0$ (90°) **with value 1.** This normalisation means the spline value at 90° is always 1, so the absolute flux scaling (`flux_scaling`) and the SPF amplitude are not degenerate. All SPF comparisons in this notebook are therefore on a *normalised* scale.\n", "- **Free knot values** (the $N_k$ parameters to be optimised) are the spline values at all positions *except* the fixed centre knot.\n", "\n", "### Angular coverage and the inclination limit\n", "\n", "A disk at inclination $i$ probes scattering angles from approximately $90° - i$ to $90° + i$ (forward to backward). Equivalently, the probed range in $\\cos\\phi$ is $(-\\sin i, +\\sin i)$. At low inclinations this window is narrow, and the spline has little angular leverage. The `recommended_num_knots` utility scales $N_k$ with the probed window, with a **minimum of 4** (fewer knots leads to underdetermined systems and local-minimum failures). Below roughly 28°, the error on the SPF is large and the minimization may not converge. At very high inclinations, there is an inherent degeneracy as the SPF is being probed at multiple scattering angles for each line of sight.\n", "\n", "### Injection-recovery as validation\n", "\n", "We synthesise a truth image $I_{\\rm true}$ from a known HG SPF, then attempt to recover it with the spline model. Any discrepancy between the recovered spline and the true HG reveals either (a) degeneracies in the model, (b) fitting failures, or (c) intrinsic limits set by the angular coverage." ] }, { "cell_type": "markdown", "id": "e2c0c063", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "id": "d1cc02a2", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:03:57.329465Z", "iopub.status.busy": "2026-04-02T17:03:57.329060Z", "iopub.status.idle": "2026-04-02T17:03:58.319931Z", "shell.execute_reply": "2026-04-02T17:03:58.319449Z" } }, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.gridspec as gridspec\n", "import jax\n", "import jax.numpy as jnp\n", "import emcee\n", "\n", "# Enable 64-bit precision for numerical stability in optimization and MCMC\n", "jax.config.update(\"jax_enable_x64\", True)\n", "# Limit JAX memory fraction to leave room for other processes\n", "os.environ[\"XLA_PYTHON_CLIENT_MEM_FRACTION\"] = \"0.5\"\n", "\n", "from grater_jax.disk_model.SLD_ojax import ScatteredLightDisk\n", "from grater_jax.disk_model.SLD_utils import (\n", " DustEllipticalDistribution2PowerLaws,\n", " HenyeyGreenstein_SPF,\n", " InterpolatedUnivariateSpline_SPF,\n", " recommended_num_knots,\n", ")\n", "from grater_jax.disk_model.objective_functions import Parameter_Index\n", "from grater_jax.optimization.optimize_framework import Optimizer" ] }, { "cell_type": "markdown", "id": "836c56c0", "metadata": {}, "source": [ "All constants are collected in one place below. Keeping magic numbers here (rather than scattered through code) makes it easy to re-run the notebook with different configurations." ] }, { "cell_type": "code", "execution_count": 2, "id": "243e151b", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:03:58.321114Z", "iopub.status.busy": "2026-04-02T17:03:58.320952Z", "iopub.status.idle": "2026-04-02T17:03:58.324065Z", "shell.execute_reply": "2026-04-02T17:03:58.323680Z" } }, "outputs": [], "source": [ "# ── True SPF parameters ───────────────────────────────────────────────────────\n", "G_TRUE = 0.3 # true HG asymmetry parameter\n", "INIT_G = 0.5 # assumed g for initialising spline knots (not a constraint)\n", "\n", "# ── Disk / image setup ────────────────────────────────────────────────────────\n", "NX, NY = 140, 140\n", "FLUX = 1e6\n", "NUM_KNOTS = 6 # requested knot count for full angular range\n", "FIT_ITERS = 2000\n", "\n", "# ── Knot placement ───────────────────────────────────────────────────────────\n", "KNOT_BOUND_BUFFER = 0.1 # cos(φ) buffer beyond probed range for knot boundaries\n", "\n", "# ── Inclinations to test ──────────────────────────────────────────────────────\n", "INCLINATIONS = [30.0, 50.0, 70.0, 80.0]\n", "\n", "# ── MCMC settings ─────────────────────────────────────────────────────────────\n", "NWALKERS = 64\n", "NITER = 2000\n", "BURNS = 200\n", "MCMC_DIR = \"mcmc_backends\"\n", "\n", "# ── Convenience: HG value at 90° (cos φ = 0); used for flux initialisation ───\n", "# The spline SPF is normalised to 1 at 90°, so flux_scaling must absorb\n", "# the HG value at that angle to produce the correct total flux.\n", "# Note that this is \n", "hg_at_90 = float((1.0 / (4.0 * np.pi)) * (1 - G_TRUE**2) / (1 + G_TRUE**2)**1.5)\n", "\n", "# ── Base parameter dictionaries ───────────────────────────────────────────────\n", "BASE_MISC = Parameter_Index.misc_params.copy()\n", "BASE_MISC.update({\n", " \"nx\": NX, \"ny\": NY,\n", " \"distance\": 50.0,\n", " \"pxInArcsec\": 0.01225,\n", " \"halfNbSlices\": 25,\n", " \"flux_scaling\": FLUX,\n", "})\n", "\n", "BASE_DISK = Parameter_Index.disk_params.copy()\n", "BASE_DISK.update({\n", " \"sma\": 46.0, \"alpha_in\": 5.0, \"alpha_out\": -5.0,\n", " \"ksi0\": 1.0, \"gamma\": 2.0, \"beta\": 1.0,\n", " \"e\": 0.0, \"dens_at_r0\": 1.0,\n", " \"position_angle\": 0.0, \"omega\": 0.0,\n", " \"x_center\": NX / 2, \"y_center\": NY / 2,\n", " \"halfNbSlices\": 25,\n", "})\n", "\n", "HG_SPF_PARAMS = HenyeyGreenstein_SPF.params.copy()\n", "HG_SPF_PARAMS[\"g\"] = G_TRUE" ] }, { "cell_type": "code", "execution_count": 3, "id": "002662db", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:03:58.324946Z", "iopub.status.busy": "2026-04-02T17:03:58.324871Z", "iopub.status.idle": "2026-04-02T17:03:58.327003Z", "shell.execute_reply": "2026-04-02T17:03:58.326791Z" } }, "outputs": [], "source": [ "def hg_normalized(cos_phi, g):\n", " \"\"\"HG SPF normalised to 1 at cos_phi=0 (scattering angle = 90°).\"\"\"\n", " raw = (1.0 / (4.0 * np.pi)) * (1 - g**2) / (1 + g**2 - 2*g*cos_phi)**1.5\n", " norm = (1.0 / (4.0 * np.pi)) * (1 - g**2) / (1 + g**2)**1.5\n", " return raw / norm\n", "\n", "\n", "def probed_cosphi_range(incl_deg):\n", " \"\"\"cos(φ) range probed by a disk at the given inclination: (−sin i, +sin i).\"\"\"\n", " s = np.sin(np.radians(incl_deg))\n", " return -s, s\n", "\n", "\n", "# Dense grid for evaluating SPF curves\n", "cos_grid = np.linspace(-1.0, 1.0, 500)\n", "angles = np.degrees(np.arccos(cos_grid)) # scattering angle in degrees" ] }, { "cell_type": "markdown", "id": "fcf6f1fc", "metadata": {}, "source": [ "## The True SPF and Angular Coverage\n", "\n", "Before fitting anything, it is instructive to visualise (a) the true HG SPF and (b) the range of scattering angles that each disk inclination actually probes. The shaded grey regions below fall *outside* the probed range — the spline has no direct data constraint there, and any apparent agreement is due to extrapolation only." ] }, { "cell_type": "code", "execution_count": 4, "id": "045aa42b", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:03:58.327860Z", "iopub.status.busy": "2026-04-02T17:03:58.327785Z", "iopub.status.idle": "2026-04-02T17:03:58.452617Z", "shell.execute_reply": "2026-04-02T17:03:58.452147Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " Inclination Probed cos-phi range Probed angle range Nk\n", "-----------------------------------------------------------------\n", " 30° [-0.500, +0.500] 60.0° – 120.0° 4\n", " 50° [-0.766, +0.766] 40.0° – 140.0° 4\n", " 70° [-0.940, +0.940] 20.0° – 160.0° 6\n", " 80° [-0.985, +0.985] 10.0° – 170.0° 6\n" ] } ], "source": [ "true_spf_curve = hg_normalized(cos_grid, G_TRUE)\n", "\n", "fig, ax = plt.subplots(figsize=(8, 4))\n", "\n", "colors = [\"C0\", \"C1\", \"C2\", \"C3\"]\n", "\n", "for incl, col in zip(INCLINATIONS, colors):\n", " cp_back, cp_fwd = probed_cosphi_range(incl)\n", " ang_fwd = float(np.degrees(np.arccos(cp_fwd)))\n", " ang_back = float(np.degrees(np.arccos(cp_back)))\n", " # Shade the probed region (not grayed out)\n", " ax.axvspan(ang_fwd, ang_back, alpha=0.12, color=col,\n", " label=f\"$i={incl:.0f}$° ({ang_fwd:.0f}°–{ang_back:.0f}°)\")\n", "\n", "ax.plot(angles, true_spf_curve, \"k-\", lw=2, label=f\"True HG ($g={G_TRUE}$)\")\n", "ax.axvline(90, color=\"grey\", ls=\"--\", lw=0.8)\n", "ax.axhline(1.0, color=\"grey\", ls=\"--\", lw=0.8)\n", "\n", "ax.set_xlabel(\"Scattering angle (°)\")\n", "ax.set_ylabel(\"Normalised SPF\")\n", "ax.set_title(\"True HG SPF with probed angular windows per inclination\")\n", "ax.set_xlim(0, 180)\n", "ax.legend(loc=\"upper right\", fontsize=9)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Print probed-range table\n", "print(f\"{'Inclination':>12} {'Probed cos-phi range':>22} {'Probed angle range':>20} {'Nk':>4}\")\n", "print(\"-\" * 65)\n", "for incl in INCLINATIONS:\n", " cp_back, cp_fwd = probed_cosphi_range(incl)\n", " ang_fwd = float(np.degrees(np.arccos(cp_fwd)))\n", " ang_back = float(np.degrees(np.arccos(cp_back)))\n", " nk = recommended_num_knots(incl, NUM_KNOTS, boundary_buffer=KNOT_BOUND_BUFFER)\n", " print(f\"{incl:>11.0f}° [{cp_back:+.3f}, {cp_fwd:+.3f}] \"\n", " f\"{ang_fwd:>6.1f}° – {ang_back:>5.1f}° {nk:>4}\")" ] }, { "cell_type": "markdown", "id": "de32bfba", "metadata": {}, "source": [ "## Generating Synthetic Observations\n", "\n", "We generate a noiseless truth image using the HG SPF and create a **photon-noise-like error map**:\n", "\n", "$$\\sigma(x,y) = \\sqrt{|I(x,y)|} \\times \\sqrt{I_{\\rm max}} \\times 0.01$$\n", "\n", "This mimics the shape of Poisson (photon-counting) noise — pixels with more signal have larger absolute uncertainty — without requiring actual shot-noise realisations. It gives the optimiser a realistic signal-to-noise weighting without introducing stochastic variation that would make the notebook non-reproducible." ] }, { "cell_type": "code", "execution_count": 5, "id": "281e0977", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:03:58.453732Z", "iopub.status.busy": "2026-04-02T17:03:58.453623Z", "iopub.status.idle": "2026-04-02T17:04:04.087290Z", "shell.execute_reply": "2026-04-02T17:04:04.086789Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "incl=30° truth max=3.7960e+01 err max=3.7960e-01\n", "incl=50° truth max=7.1337e+01 err max=7.1337e-01\n", "incl=70° truth max=1.7077e+02 err max=1.7077e+00\n", "incl=80° truth max=3.2734e+02 err max=3.2734e+00\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "truth_images = {}\n", "err_maps = {}\n", "\n", "for incl in INCLINATIONS:\n", " disk_params = BASE_DISK.copy()\n", " disk_params[\"inclination\"] = incl\n", "\n", " truth_misc = BASE_MISC.copy()\n", " truth_misc[\"flux_scaling\"] = FLUX\n", "\n", " truth_opt = Optimizer(\n", " ScatteredLightDisk, DustEllipticalDistribution2PowerLaws,\n", " HenyeyGreenstein_SPF, None,\n", " disk_params, HG_SPF_PARAMS, None, truth_misc,\n", " )\n", " truth_img = np.array(truth_opt.get_model())\n", " err_map = np.sqrt(np.abs(truth_img)) * np.sqrt(truth_img.max()) * 0.01\n", "\n", " truth_images[incl] = truth_img\n", " err_maps[incl] = err_map\n", " print(f\"incl={incl:.0f}° truth max={truth_img.max():.4e} err max={err_map.max():.4e}\")\n", "\n", "# ── 2×2 panel of truth images ─────────────────────────────────────────────────\n", "fig, axes = plt.subplots(2, 2, figsize=(9, 8))\n", "for ax, incl in zip(axes.flat, INCLINATIONS):\n", " img = truth_images[incl]\n", " vmax = np.percentile(img, 99.5)\n", " im = ax.imshow(img, origin=\"lower\", cmap=\"inferno\", vmin=0, vmax=vmax)\n", " ax.set_title(f\"$i = {incl:.0f}$°\")\n", " ax.axis(\"off\")\n", " fig.colorbar(im, ax=ax, fraction=0.046, pad=0.04)\n", "fig.suptitle(\"Synthetic truth images (HG SPF, $g=0.3$)\", fontsize=13)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "b8d188bd", "metadata": {}, "source": [ "## Spline Model Setup\n", "\n", "Several design choices matter here:\n", "\n", "**`recommended_num_knots`** scales the number of knots with the probed angular window, using\n", "$$N_k = \\max\\left(4,\\ \\text{round}\\left(N_{\\rm full} \\cdot \\frac{\\text{probed window}}{2}\\right)\\right)$$\n", "The **minimum of 4** is enforced because fewer knots leads to an underdetermined or highly degenerate optimisation landscape with many local minima. This minimum is the reason there is a practical lower inclination limit of roughly 28°: below that, the probed window is too narrow to fit 4 knots reliably.\n", "\n", "**Knot boundary buffer** of 0.1 in $\\cos\\phi$ places the outermost knots slightly beyond the probed range. This prevents the spline from being forced to extrapolate immediately at the boundary and generally improves numerical stability.\n", "\n", "**Extrapolation beyond inclination bounds** is a straight extrapolation on the forward scattering side, to capture physically motivated forward-scattering behavior, and a constant at the backscattering side.\n", "\n", "**HG initialisation** sets the starting knot values to the normalised HG curve (with $g = 0.5$ (`INIT_G`)) evaluated at each free knot position. Starting from flat knot values (all ones) fails at low inclinations, where the narrow probed window provides only a weak gradient signal — the optimiser stalls near the flat-spline local minimum. Starting from a sensible physical shape (forward-peaked) gives a reliable warm start.\n", "\n", "**Flux scaling initialisation**: Because the spline is normalised to 1 at 90°, the `flux_scaling` parameter must carry the physical flux value that the HG SPF had at 90°. We therefore initialise `flux_scaling = FLUX * hg_at_90`, where `hg_at_90` is the unnormalised HG value at $\\theta = 90$°. This ensures the model flux is correct from the start. This flux scaling method is *specific to this synthetic injection and recovery testing*. We start the flux scaling at a value close to what is known from the injected disks, as this is not intended to be a demonstration of how well the spline can be recovered from a bad choice of starting guess on flux scaling. When using real data, it is the *user's responsibility* to determine a reasonable starting guess for the flux scaling based on their specific dataset." ] }, { "cell_type": "code", "execution_count": 6, "id": "9dcfa43f", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:04:04.088218Z", "iopub.status.busy": "2026-04-02T17:04:04.088131Z", "iopub.status.idle": "2026-04-02T17:04:04.350262Z", "shell.execute_reply": "2026-04-02T17:04:04.349646Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " Inclination Nk Notes\n", "--------------------------------------------------\n", " 30° 4 (minimum; window too narrow for more)\n", " 50° 4 (minimum; window too narrow for more)\n", " 70° 6 \n", " 80° 6 \n" ] } ], "source": [ "# Show recommended knot counts and visualise knot positions on the SPF curve\n", "fig, ax = plt.subplots(figsize=(8, 4))\n", "ax.plot(angles, true_spf_curve, \"k-\", lw=2, label=f\"True HG ($g={G_TRUE}$)\")\n", "\n", "for incl, col in zip(INCLINATIONS, colors):\n", " cp_back, cp_fwd = probed_cosphi_range(incl)\n", " fwd_bound = float(np.clip(cp_fwd + KNOT_BOUND_BUFFER, -1.0, 1.0))\n", " back_bound = float(np.clip(cp_back - KNOT_BOUND_BUFFER, -1.0, 1.0))\n", " nk = recommended_num_knots(incl, NUM_KNOTS, boundary_buffer=KNOT_BOUND_BUFFER)\n", "\n", " # Build spf_params just to get knot positions\n", " spf_params_tmp = InterpolatedUnivariateSpline_SPF.params.copy()\n", " spf_params_tmp[\"num_knots\"] = nk\n", " spf_params_tmp[\"knot_values\"] = jnp.ones(nk)\n", " spf_params_tmp[\"forwardscatt_bound\"] = fwd_bound\n", " spf_params_tmp[\"backscatt_bound\"] = back_bound\n", "\n", " knot_cos = np.array(InterpolatedUnivariateSpline_SPF.get_knots(spf_params_tmp))\n", " # Drop the fixed centre knot (cos_phi = 0) from the free-knot display\n", " n_left_init = nk // 2\n", " free_knot_cos = np.concatenate([knot_cos[:n_left_init], knot_cos[n_left_init + 1:]])\n", " knot_angles = np.degrees(np.arccos(free_knot_cos))\n", " knot_spf_vals = hg_normalized(free_knot_cos, G_TRUE)\n", "\n", " ax.scatter(knot_angles, knot_spf_vals, color=col, s=60, zorder=5,\n", " label=f\"$i={incl:.0f}$° knots ($N_k={nk}$)\")\n", "\n", "ax.scatter([90], [1.0], marker=\"*\", s=120, c=\"k\", zorder=6, label=\"Fixed centre (90°)\")\n", "ax.axvline(90, color=\"grey\", ls=\"--\", lw=0.8)\n", "ax.axhline(1.0, color=\"grey\", ls=\"--\", lw=0.8)\n", "ax.set_xlabel(\"Scattering angle (°)\")\n", "ax.set_ylabel(\"Normalised SPF\")\n", "ax.set_title(\"Free knot positions on the true HG SPF\")\n", "ax.set_xlim(0, 180)\n", "ax.legend(fontsize=8, loc=\"upper right\")\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(f\"{'Inclination':>12} {'Nk':>4} {'Notes'}\")\n", "print(\"-\" * 50)\n", "for incl in INCLINATIONS:\n", " nk = recommended_num_knots(incl, NUM_KNOTS, boundary_buffer=KNOT_BOUND_BUFFER)\n", " note = \"(minimum; window too narrow for more)\" if nk == 4 else \"\"\n", " print(f\"{incl:>11.0f}° {nk:>4} {note}\")" ] }, { "cell_type": "markdown", "id": "37e556e7", "metadata": {}, "source": [ "## Scipy Injection-Recovery\n", "\n", "We use **L-BFGS-B** bounded optimization (via `scipy.optimize.minimize`) to find the maximum-likelihood spline SPF. Tests showed identical recovery accuracy at this parameter scale (~4–6 free parameters).\n", "\n", "Bounds are set to prevent nonphysical knot values: $[10^{-6}, 10^3]$ for each knot (normalised SPF value) and $[10^2, 10^{12}]$ for `flux_scaling`. This cell takes approximately 10–30 seconds." ] }, { "cell_type": "code", "execution_count": 7, "id": "82c07cae", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:04:04.351283Z", "iopub.status.busy": "2026-04-02T17:04:04.351197Z", "iopub.status.idle": "2026-04-02T17:04:33.556605Z", "shell.execute_reply": "2026-04-02T17:04:33.556004Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=======================================================\n", "Inclination = 30°\n", "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 5 M = 10\n", "\n", "At X0 0 variables are exactly at the bounds\n", "\n", "At iterate 0 f= 6.51118D+01 |proj g|= 1.47964D+01\n", "\n", "At iterate 1 f= 9.40033D+00 |proj g|= 1.46842D+01\n", "\n", "At iterate 2 f= 2.75999D+00 |proj g|= 1.66154D+01\n", "\n", "At iterate 3 f= -2.49327D-02 |proj g|= 1.45743D+01\n", "\n", "At iterate 4 f= -4.75522D-01 |proj g|= 1.41077D+01\n", "\n", "At iterate 5 f= -1.50142D+00 |proj g|= 1.65939D+01\n", "\n", "At iterate 6 f= -1.85582D+00 |proj g|= 6.81908D+00\n", "\n", "At iterate 7 f= -1.90204D+00 |proj g|= 2.58693D+00\n", "\n", "At iterate 8 f= -1.90827D+00 |proj g|= 1.12006D+00\n", "\n", "At iterate 9 f= -1.91714D+00 |proj g|= 2.03430D+00\n", "\n", "At iterate 10 f= -1.92024D+00 |proj g|= 1.20290D+00\n", "\n", "At iterate 11 f= -1.92130D+00 |proj g|= 3.02101D-01\n", "\n", "At iterate 12 f= -1.92150D+00 |proj g|= 3.52260D-01\n", "\n", "At iterate 13 f= -1.92174D+00 |proj g|= 5.31627D-01\n", "\n", "At iterate 14 f= -1.92226D+00 |proj g|= 8.75151D-01\n", "\n", "At iterate 15 f= -1.92300D+00 |proj g|= 8.96962D-01\n", "\n", "At iterate 16 f= -1.92304D+00 |proj g|= 1.18373D+00\n", "\n", "At iterate 17 f= -1.92354D+00 |proj g|= 4.88482D-01\n", "\n", "At iterate 18 f= -1.92364D+00 |proj g|= 1.33945D-01\n", "\n", "At iterate 19 f= -1.92365D+00 |proj g|= 2.36210D-02\n", "\n", "At iterate 20 f= -1.92366D+00 |proj g|= 3.83114D-03\n", "\n", "At iterate 21 f= -1.92366D+00 |proj g|= 1.02432D-03\n", "\n", "At iterate 22 f= -1.92366D+00 |proj g|= 5.18056D-04\n", "\n", "At iterate 23 f= -1.92366D+00 |proj g|= 2.10020D-04\n", "\n", "At iterate 24 f= -1.92366D+00 |proj g|= 8.77578D-06\n", "\n", "At iterate 25 f= -1.92366D+00 |proj g|= 3.43352D-06\n", "\n", " Pass 1: nit=26 [converged]\n", "At iterate 26 f= -1.92366D+00 |proj g|= 1.69643D-06\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 5 26 33 30 0 0 1.696D-06 -1.924D+00\n", " F = -1.9236550752918369 \n", "\n", "CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n", " Max SPF error (probed range): 0.09%\n", "\n", "=======================================================\n", "Inclination = 50°\n", "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 5 M = 10\n", "\n", "At X0 0 variables are exactly at the bounds\n", "\n", "At iterate 0 f= 4.54091D+02 |proj g|= 1.55861D+01\n", "\n", "At iterate 1 f= 3.01637D+02 |proj g|= 1.55257D+01\n", "\n", "At iterate 2 f= 6.78146D+01 |proj g|= 1.53406D+01\n", "\n", "At iterate 3 f= 2.49517D+01 |proj g|= 1.52324D+01\n", "\n", "At iterate 4 f= 1.21633D+01 |proj g|= 1.51365D+01\n", "\n", "At iterate 5 f= 8.06246D+00 |proj g|= 1.66675D+01\n", "\n", "At iterate 6 f= 2.04033D+00 |proj g|= 1.66546D+01\n", "\n", "At iterate 7 f= -6.58831D-01 |proj g|= 1.28181D+01\n", "\n", "At iterate 8 f= -9.99892D-01 |proj g|= 1.42851D+01\n", "\n", "At iterate 9 f= -1.11373D+00 |proj g|= 4.92915D+00\n", "\n", "At iterate 10 f= -1.17008D+00 |proj g|= 4.90349D+00\n", "\n", "At iterate 11 f= -1.30709D+00 |proj g|= 1.27607D+01\n", "\n", "At iterate 12 f= -1.38525D+00 |proj g|= 1.06985D+01\n", "\n", "At iterate 13 f= -1.43307D+00 |proj g|= 3.05560D+00\n", "\n", "At iterate 14 f= -1.43768D+00 |proj g|= 3.68765D-01\n", "\n", "At iterate 15 f= -1.43781D+00 |proj g|= 5.19243D-02\n", "\n", "At iterate 16 f= -1.43781D+00 |proj g|= 1.70775D-02\n", "\n", "At iterate 17 f= -1.43781D+00 |proj g|= 1.73587D-02\n", "\n", "At iterate 18 f= -1.43781D+00 |proj g|= 3.71526D-02\n", "\n", "At iterate 19 f= -1.43781D+00 |proj g|= 4.79422D-02\n", "\n", "At iterate 20 f= -1.43781D+00 |proj g|= 3.14204D-02\n", "\n", "At iterate 21 f= -1.43782D+00 |proj g|= 7.31796D-03\n", "\n", "At iterate 22 f= -1.43782D+00 |proj g|= 4.58498D-04\n", "\n", "At iterate 23 f= -1.43782D+00 |proj g|= 1.47293D-04\n", "\n", "At iterate 24 f= -1.43782D+00 |proj g|= 3.03893D-05\n", "\n", "At iterate 25 f= -1.43782D+00 |proj g|= 3.85691D-06\n", "\n", "At iterate 26 f= -1.43782D+00 |proj g|= 2.57704D-06\n", "\n", "At iterate 27 f= -1.43782D+00 |proj g|= 8.41261D-07\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 5 27 32 31 0 0 8.413D-07 -1.438D+00\n", " F = -1.4378155523833325 \n", "\n", "CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n", " Pass 1: nit=27 [converged]\n", " Max SPF error (probed range): 0.68%\n", "\n", "=======================================================\n", "Inclination = 70°\n", "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 7 M = 10\n", "\n", "At X0 0 variables are exactly at the bounds\n", "\n", "At iterate 0 f= 9.28170D+02 |proj g|= 1.62297D+01\n", "\n", "At iterate 1 f= 2.13832D+02 |proj g|= 1.59640D+01\n", "\n", "At iterate 2 f= 8.19645D+01 |proj g|= 1.58275D+01\n", "\n", "At iterate 3 f= 2.53443D+01 |proj g|= 1.56835D+01\n", "\n", "At iterate 4 f= 1.33370D+01 |proj g|= 1.55875D+01\n", "\n", "At iterate 5 f= 1.00085D+01 |proj g|= 1.55195D+01\n", "\n", "At iterate 6 f= 6.61722D+00 |proj g|= 1.67576D+01\n", "\n", "At iterate 7 f= 5.33672D-01 |proj g|= 1.20968D+01\n", "\n", "At iterate 8 f= -2.01122D-01 |proj g|= 1.31084D+01\n", "\n", "At iterate 9 f= -5.80894D-01 |proj g|= 7.18117D+00\n", "\n", "At iterate 10 f= -7.31911D-01 |proj g|= 4.05596D+00\n", "\n", "At iterate 11 f= -8.35550D-01 |proj g|= 3.05739D+00\n", "\n", "At iterate 12 f= -8.95620D-01 |proj g|= 1.66937D+00\n", "\n", "At iterate 13 f= -9.74488D-01 |proj g|= 2.40066D+00\n", "\n", "At iterate 14 f= -1.08285D+00 |proj g|= 2.13200D+00\n", "\n", "At iterate 15 f= -1.16783D+00 |proj g|= 9.26849D-01\n", "\n", "At iterate 16 f= -1.24664D+00 |proj g|= 1.65791D+00\n", "\n", "At iterate 17 f= -1.25270D+00 |proj g|= 8.25496D-01\n", "\n", "At iterate 18 f= -1.26962D+00 |proj g|= 9.32557D-01\n", "\n", "At iterate 19 f= -1.27922D+00 |proj g|= 4.95627D-01\n", "\n", "At iterate 20 f= -1.27959D+00 |proj g|= 6.40801D-01\n", "\n", "At iterate 21 f= -1.28098D+00 |proj g|= 8.27462D-02\n", "\n", "At iterate 22 f= -1.28105D+00 |proj g|= 4.86660D-02\n", "\n", "At iterate 23 f= -1.28106D+00 |proj g|= 7.68469D-03\n", "\n", "At iterate 24 f= -1.28106D+00 |proj g|= 8.74320D-04\n", "\n", "At iterate 25 f= -1.28106D+00 |proj g|= 9.15990D-05\n", "\n", "At iterate 26 f= -1.28106D+00 |proj g|= 5.06975D-06\n", "\n", "At iterate 27 f= -1.28106D+00 |proj g|= 1.56544D-06\n", "\n", "At iterate 28 f= -1.28106D+00 |proj g|= 3.03245D-06\n", "\n", " Pass 1: nit=29 [converged]\n", "At iterate 29 f= -1.28106D+00 |proj g|= 5.53193D-07\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 7 29 38 35 0 0 5.532D-07 -1.281D+00\n", " F = -1.2810576180623157 \n", "\n", "CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n", " Max SPF error (probed range): 0.61%\n", "\n", "=======================================================\n", "Inclination = 80°\n", "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 7 M = 10\n", "\n", "At X0 0 variables are exactly at the bounds\n", "\n", "At iterate 0 f= 6.92816D+02 |proj g|= 1.62297D+01\n", "\n", "At iterate 1 f= 4.88298D+02 |proj g|= 1.61531D+01\n", "\n", "At iterate 2 f= 1.38145D+02 |proj g|= 1.59136D+01\n", "\n", "At iterate 3 f= 5.09045D+01 |proj g|= 1.57623D+01\n", "\n", "At iterate 4 f= 1.68110D+01 |proj g|= 1.56182D+01\n", "\n", "At iterate 5 f= 8.56150D+00 |proj g|= 1.55179D+01\n", "\n", "At iterate 6 f= 5.98474D+00 |proj g|= 1.54459D+01\n", "\n", "At iterate 7 f= 3.37364D+00 |proj g|= 1.67769D+01\n", "\n", "At iterate 8 f= -6.39698D-01 |proj g|= 9.11241D+00\n", "\n", "At iterate 9 f= -1.11858D+00 |proj g|= 6.37804D+00\n", "\n", "At iterate 10 f= -1.44018D+00 |proj g|= 2.76714D+00\n", "\n", "At iterate 11 f= -1.61470D+00 |proj g|= 2.14136D+00\n", "\n", "At iterate 12 f= -1.72900D+00 |proj g|= 2.28941D+00\n", "\n", "At iterate 13 f= -1.75977D+00 |proj g|= 4.76974D+00\n", "\n", "At iterate 14 f= -1.77756D+00 |proj g|= 1.26373D+00\n", "\n", "At iterate 15 f= -1.78054D+00 |proj g|= 8.93799D-01\n", "\n", "At iterate 16 f= -1.79087D+00 |proj g|= 7.49074D-01\n", "\n", "At iterate 17 f= -1.79976D+00 |proj g|= 9.03906D-01\n", "\n", "At iterate 18 f= -1.81264D+00 |proj g|= 8.25949D-01\n", "\n", "At iterate 19 f= -1.82461D+00 |proj g|= 1.13779D+00\n", "\n", "At iterate 20 f= -1.85271D+00 |proj g|= 9.19413D-01\n", "\n", "At iterate 21 f= -1.88674D+00 |proj g|= 5.70409D-01\n", "\n", "At iterate 22 f= -1.89257D+00 |proj g|= 3.68159D-01\n", "\n", "At iterate 23 f= -1.89376D+00 |proj g|= 1.22357D-01\n", "\n", "At iterate 24 f= -1.89405D+00 |proj g|= 1.48589D-02\n", "\n", "At iterate 25 f= -1.89405D+00 |proj g|= 2.46463D-02\n", "\n", "At iterate 26 f= -1.89405D+00 |proj g|= 9.60350D-03\n", "\n", "At iterate 27 f= -1.89405D+00 |proj g|= 9.89025D-04\n", "\n", "At iterate 28 f= -1.89405D+00 |proj g|= 7.33793D-04\n", "\n", "At iterate 29 f= -1.89405D+00 |proj g|= 3.36852D-04\n", "\n", "At iterate 30 f= -1.89405D+00 |proj g|= 7.94929D-05\n", "\n", "At iterate 31 f= -1.89405D+00 |proj g|= 5.80551D-06\n", "\n", "At iterate 32 f= -1.89405D+00 |proj g|= 4.77770D-06\n", "\n", "At iterate 33 f= -1.89405D+00 |proj g|= 2.00503D-06\n", "\n", "At iterate 34 f= -1.89405D+00 |proj g|= 5.46572D-07\n", "\n", "At iterate 35 f= -1.89405D+00 |proj g|= 1.68655D-07\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 7 35 42 40 0 0 1.687D-07 -1.894D+00\n", " Pass 1: nit=35 [converged]\n", " F = -1.8940542788718899 \n", "\n", "CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n", " Max SPF error (probed range): 1.01%\n" ] } ], "source": [ "results = {}\n", "\n", "for incl in INCLINATIONS:\n", " print(f\"\\n{'='*55}\\nInclination = {incl:.0f}°\")\n", "\n", " cp_back, cp_fwd = probed_cosphi_range(incl)\n", " nk = recommended_num_knots(incl, NUM_KNOTS, boundary_buffer=KNOT_BOUND_BUFFER)\n", " fwd_bound = float(np.clip(cp_fwd + KNOT_BOUND_BUFFER, -1.0, 1.0))\n", " back_bound = float(np.clip(cp_back - KNOT_BOUND_BUFFER, -1.0, 1.0))\n", "\n", " truth_img = truth_images[incl]\n", " err_map = err_maps[incl]\n", "\n", " # Build spline optimizer\n", " disk_params = BASE_DISK.copy()\n", " disk_params[\"inclination\"] = incl\n", "\n", " spf_params = InterpolatedUnivariateSpline_SPF.params.copy()\n", " spf_params[\"num_knots\"] = nk\n", " spf_params[\"knot_values\"] = jnp.ones(nk)\n", " spf_params[\"forwardscatt_bound\"] = fwd_bound\n", " spf_params[\"backscatt_bound\"] = back_bound\n", "\n", " fit_misc = BASE_MISC.copy()\n", " fit_misc[\"flux_scaling\"] = FLUX * hg_at_90\n", "\n", " opt = Optimizer(\n", " ScatteredLightDisk, DustEllipticalDistribution2PowerLaws,\n", " InterpolatedUnivariateSpline_SPF, None,\n", " disk_params, spf_params, None, fit_misc,\n", " )\n", "\n", " # Warm-start knots from HG shape (avoids flat-spline local minimum at low inclinations)\n", " knot_cos = np.array(InterpolatedUnivariateSpline_SPF.get_knots(opt.spf_params))\n", " n_left_init = nk // 2\n", " free_knot_cos = np.concatenate([knot_cos[:n_left_init], knot_cos[n_left_init + 1:]])\n", " opt.spf_params[\"knot_values\"] = jnp.array(hg_normalized(free_knot_cos, INIT_G))\n", " opt.misc_params[\"flux_scaling\"] = FLUX * hg_at_90\n", "\n", " joint_bounds = ([np.full(nk, 1e-6), 1e2], [np.full(nk, 1e3), 1e12])\n", "\n", " # Up to 3 passes; stop early on convergence\n", " for pass_num in range(1, 4):\n", " soln = opt.scipy_bounded_optimize(\n", " fit_keys=[\"knot_values\", \"flux_scaling\"],\n", " fit_bounds=joint_bounds,\n", " logscaled_params=[\"knot_values\", \"flux_scaling\"],\n", " array_params=[\"knot_values\"],\n", " target_image=truth_img,\n", " err_map=err_map,\n", " use_grad=True,\n", " iters=FIT_ITERS,\n", " ftol=1e-14,\n", " gtol=1e-14,\n", " )\n", " status = \"converged\" if soln.success else soln.message[:40].strip()\n", " print(f\" Pass {pass_num}: nit={soln.nit} [{status}]\")\n", " if soln.success:\n", " break\n", "\n", " # Evaluate recovered spline on the dense grid\n", " spline_model = InterpolatedUnivariateSpline_SPF.pack_pars(\n", " opt.spf_params[\"knot_values\"],\n", " knots=InterpolatedUnivariateSpline_SPF.get_knots(opt.spf_params),\n", " )\n", " recovered_spf = np.array(\n", " InterpolatedUnivariateSpline_SPF.compute_phase_function_from_cosphi(\n", " spline_model, jnp.array(cos_grid)\n", " )\n", " )\n", "\n", " true_spf_norm = hg_normalized(cos_grid, G_TRUE)\n", " in_range = (cos_grid >= cp_back) & (cos_grid <= cp_fwd)\n", " frac_err = (\n", " np.abs(recovered_spf[in_range] - true_spf_norm[in_range])\n", " / (np.abs(true_spf_norm[in_range]) + 1e-30)\n", " )\n", " max_frac_err = float(frac_err.max())\n", " print(f\" Max SPF error (probed range): {max_frac_err*100:.2f}%\")\n", "\n", " results[incl] = dict(\n", " truth_img=truth_img,\n", " err_map=err_map,\n", " recovered_spf=recovered_spf,\n", " true_spf_norm=true_spf_norm,\n", " knot_cos=knot_cos,\n", " knot_values=np.array(opt.spf_params[\"knot_values\"]),\n", " flux_scaling=float(opt.misc_params[\"flux_scaling\"]),\n", " spline_model=spline_model,\n", " cp_fwd=cp_fwd,\n", " cp_back=cp_back,\n", " fwd_bound=fwd_bound,\n", " back_bound=back_bound,\n", " in_range=in_range,\n", " max_frac_err=max_frac_err,\n", " nk=nk,\n", " )" ] }, { "cell_type": "code", "execution_count": 8, "id": "f2b51418", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:04:33.557700Z", "iopub.status.busy": "2026-04-02T17:04:33.557614Z", "iopub.status.idle": "2026-04-02T17:04:33.857712Z", "shell.execute_reply": "2026-04-02T17:04:33.857153Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ── 2×2 SPF comparison panel ──────────────────────────────────────────────────\n", "fig, axes = plt.subplots(2, 2, figsize=(11, 8))\n", "\n", "for ax, incl in zip(axes.flat, INCLINATIONS):\n", " r = results[incl]\n", " ang_fwd = float(np.degrees(np.arccos(r[\"cp_fwd\"])))\n", " ang_back = float(np.degrees(np.arccos(r[\"cp_back\"])))\n", "\n", " # Shade unprobed regions\n", " ax.axvspan(0, ang_fwd, alpha=0.08, color=\"grey\")\n", " ax.axvspan(ang_back, 180, alpha=0.08, color=\"grey\",\n", " label=f\"Unprobed\")\n", "\n", " ax.plot(angles, r[\"true_spf_norm\"], \"k-\", lw=2, label=\"True HG\")\n", " ax.plot(angles, r[\"recovered_spf\"], \"--\", lw=2, color=\"C1\", label=\"Recovered spline\")\n", "\n", " ax.axvline(90, color=\"grey\", ls=\"--\", lw=0.8)\n", " ax.axhline(1.0, color=\"grey\", ls=\"--\", lw=0.8)\n", "\n", " ax.set_xlabel(\"Scattering angle (°)\")\n", " ax.set_ylabel(\"Normalised SPF\")\n", " ax.set_title(f\"$i = {incl:.0f}$° (max err = {r['max_frac_err']*100:.2f}%)\")\n", " ax.legend(fontsize=9)\n", " ax.set_xlim(0, 180)\n", "\n", "fig.suptitle(\"Scipy injection-recovery: spline vs. true HG SPF\", fontsize=13)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "507092ba", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:04:33.858806Z", "iopub.status.busy": "2026-04-02T17:04:33.858730Z", "iopub.status.idle": "2026-04-02T17:04:33.861038Z", "shell.execute_reply": "2026-04-02T17:04:33.860706Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Inclination Probed range Knots Max SPF error\n", "------------------------------------------------------------\n", " 30° 60° – 120° 4 0.09%\n", " 50° 40° – 140° 4 0.68%\n", " 70° 20° – 160° 6 0.61%\n", " 80° 10° – 170° 6 1.01%\n" ] } ], "source": [ "# ── Results summary table ─────────────────────────────────────────────────────\n", "print(f\"{'Inclination':>12} {'Probed range':>18} {'Knots':>6} {'Max SPF error':>14}\")\n", "print(\"-\" * 60)\n", "for incl in INCLINATIONS:\n", " r = results[incl]\n", " ang_fwd = float(np.degrees(np.arccos(r[\"cp_fwd\"])))\n", " ang_back = float(np.degrees(np.arccos(r[\"cp_back\"])))\n", " print(f\"{incl:>11.0f}° \"\n", " f\"{ang_fwd:>6.0f}° – {ang_back:>4.0f}° \"\n", " f\"{r['nk']:>6} \"\n", " f\"{r['max_frac_err']*100:>12.2f}%\")" ] }, { "cell_type": "markdown", "id": "53dd4229", "metadata": {}, "source": [ "## MCMC Posterior Inference\n", "\n", "The scipy optimisation gives a *point estimate* of the spline SPF — the maximum-likelihood solution. To **quantify uncertainty**, we run Markov Chain Monte Carlo (MCMC) posterior inference using the `emcee` ensemble sampler.\n", "\n", "MCMC produces a collection of samples from the posterior distribution $p(\\theta | I_{\\rm obs})$, where $\\theta$ are the free parameters (knot values + flux scaling). From these samples we can compute:\n", "- **Posterior median** SPF: the point estimate from the full posterior\n", "- **±1σ credible interval**: the 16th–84th percentile band, showing where 68% of posterior probability lies\n", "\n", "**Setup details:**\n", "- **64 walkers**, each starting from a small Gaussian ball around the scipy best-fit\n", "- **Knot values and flux scaling are log-scaled** in sampler space. This enforces positivity (log-space proposals cannot go negative) and gives better-conditioned proposal covariances, since these parameters span several orders of magnitude.\n", "- **200 burn-in steps** are discarded from the front of each chain\n", "- The sampler state is saved to an **HDFBackend** so the chain can be inspected or continued without rerunning\n", "\n", "> ⏱️ **Runtime warning:** The MCMC cell below runs 64 walkers × 2000 steps for each of 4 inclinations. On a CPU this takes approximately 30–60 minutes. Set `LOAD_MCMC_FROM_DISK = True` (the default) to load from pre-computed backends instead." ] }, { "cell_type": "code", "execution_count": 10, "id": "69423947", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:04:33.861886Z", "iopub.status.busy": "2026-04-02T17:04:33.861815Z", "iopub.status.idle": "2026-04-02T17:04:33.863276Z", "shell.execute_reply": "2026-04-02T17:04:33.862998Z" } }, "outputs": [], "source": [ "# Set to False to re-run MCMC from scratch (~30-60 min on CPU)\n", "LOAD_MCMC_FROM_DISK = True" ] }, { "cell_type": "code", "execution_count": 11, "id": "2ec1fc69", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:04:33.864098Z", "iopub.status.busy": "2026-04-02T17:04:33.864033Z", "iopub.status.idle": "2026-04-02T17:04:37.438298Z", "shell.execute_reply": "2026-04-02T17:04:37.437807Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=======================================================\n", "Inclination = 30° [MCMC]\n", " Loading from precomputed chains (mcmc_backends/precomputed_chains.npz)\n", " Loaded 12800 posterior samples (nk=4)\n", " Max SPF error (median, probed range): 2.99%\n", "\n", "=======================================================\n", "Inclination = 50° [MCMC]\n", " Loading from precomputed chains (mcmc_backends/precomputed_chains.npz)\n", " Loaded 12800 posterior samples (nk=4)\n", " Max SPF error (median, probed range): 1.63%\n", "\n", "=======================================================\n", "Inclination = 70° [MCMC]\n", " Loading from precomputed chains (mcmc_backends/precomputed_chains.npz)\n", " Loaded 12800 posterior samples (nk=6)\n", " Max SPF error (median, probed range): 3.78%\n", "\n", "=======================================================\n", "Inclination = 80° [MCMC]\n", " Loading from precomputed chains (mcmc_backends/precomputed_chains.npz)\n", " Loaded 12800 posterior samples (nk=6)\n", " Max SPF error (median, probed range): 6.19%\n" ] } ], "source": [ "os.makedirs(MCMC_DIR, exist_ok=True)\n", "\n", "mcmc_results = {}\n", "\n", "for incl in INCLINATIONS:\n", " print(f\"\\n{'='*55}\\nInclination = {incl:.0f}° [MCMC]\")\n", "\n", " r = results[incl]\n", " nk = r[\"nk\"]\n", "\n", " backend_path = os.path.join(MCMC_DIR, f\"spline_incl{int(incl):02d}_emcee_backend.h5\")\n", "\n", " # Build the spf_params dict that defines knot positions (needed for SPF reconstruction)\n", " spf_params = InterpolatedUnivariateSpline_SPF.params.copy()\n", " spf_params[\"num_knots\"] = nk\n", " spf_params[\"knot_values\"] = jnp.array(r[\"knot_values\"])\n", " spf_params[\"forwardscatt_bound\"] = r[\"fwd_bound\"]\n", " spf_params[\"backscatt_bound\"] = r[\"back_bound\"]\n", "\n", " knots = InterpolatedUnivariateSpline_SPF.get_knots(spf_params)\n", "\n", " precomputed_path = os.path.join(MCMC_DIR, \"precomputed_chains.npz\")\n", "\n", " if LOAD_MCMC_FROM_DISK and os.path.exists(backend_path):\n", " # Load pre-computed chain directly from the HDF5 backend\n", " print(f\" Loading from {backend_path}\")\n", " reader = emcee.backends.HDFBackend(backend_path, read_only=True)\n", " flatchain = reader.get_chain(discard=BURNS, flat=True)\n", " # Columns: first nk are log(knot_values), last column is log(flux_scaling)\n", " kv_samples = np.exp(flatchain[:, :nk]) # un-log the knot values\n", " print(f\" Loaded {flatchain.shape[0]} posterior samples (nk={nk})\")\n", " elif LOAD_MCMC_FROM_DISK and os.path.exists(precomputed_path):\n", " # Fall back to the lightweight precomputed chains (committed to git)\n", " print(f\" Loading from precomputed chains ({precomputed_path})\")\n", " precomp = np.load(precomputed_path)\n", " # Values are already in real-space (exp-transformed)\n", " kv_samples = precomp[f\"flatchain_{int(incl)}\"][:, :nk]\n", " print(f\" Loaded {len(kv_samples)} posterior samples (nk={nk})\")\n", " else:\n", " # Run MCMC from the scipy best-fit starting point\n", " fit_disk = BASE_DISK.copy()\n", " fit_disk[\"inclination\"] = incl\n", "\n", " fit_misc = BASE_MISC.copy()\n", " fit_misc[\"flux_scaling\"] = r[\"flux_scaling\"]\n", "\n", " opt = Optimizer(\n", " ScatteredLightDisk, DustEllipticalDistribution2PowerLaws,\n", " InterpolatedUnivariateSpline_SPF, None,\n", " fit_disk, spf_params, None, fit_misc,\n", " )\n", " opt.name = os.path.join(MCMC_DIR, f\"spline_incl{int(incl):02d}\")\n", "\n", " mcmc_bounds = (\n", " [np.full(nk, 1e-6), 1e2],\n", " [np.full(nk, 1e3), 1e12],\n", " )\n", "\n", " mc_model = opt.mcmc(\n", " fit_keys=[\"knot_values\", \"flux_scaling\"],\n", " logscaled_params=[\"knot_values\", \"flux_scaling\"],\n", " array_params=[\"knot_values\"],\n", " target_image=r[\"truth_img\"],\n", " err_map=r[\"err_map\"],\n", " BOUNDS=mcmc_bounds,\n", " nwalkers=NWALKERS,\n", " niter=NITER,\n", " burns=BURNS,\n", " confirm_overwrite=False,\n", " )\n", " flatchain = mc_model._get_flatchain(scaled=True)\n", " kv_samples = flatchain[:, :nk]\n", " print(f\" Done. Posterior samples: {flatchain.shape[0]}\")\n", "\n", " # Reconstruct SPF curves from posterior samples\n", " # Subsample to 2000 curves for speed\n", " stride = max(1, len(kv_samples) // 2000)\n", " spf_samples = []\n", " for kv in kv_samples[::stride]:\n", " spline = InterpolatedUnivariateSpline_SPF.pack_pars(jnp.array(kv), knots=knots)\n", " curve = np.array(\n", " InterpolatedUnivariateSpline_SPF.compute_phase_function_from_cosphi(\n", " spline, jnp.array(cos_grid)\n", " )\n", " )\n", " spf_samples.append(curve)\n", " spf_samples = np.array(spf_samples)\n", "\n", " spf_median = np.median(spf_samples, axis=0)\n", " spf_lo = np.percentile(spf_samples, 16, axis=0)\n", " spf_hi = np.percentile(spf_samples, 84, axis=0)\n", "\n", " in_range = r[\"in_range\"]\n", " max_frac_err_median = float(np.max(\n", " np.abs(spf_median[in_range] - r[\"true_spf_norm\"][in_range])\n", " / (np.abs(r[\"true_spf_norm\"][in_range]) + 1e-30)\n", " ))\n", " print(f\" Max SPF error (median, probed range): {max_frac_err_median*100:.2f}%\")\n", "\n", " mcmc_results[incl] = dict(\n", " spf_samples=spf_samples,\n", " spf_median=spf_median,\n", " spf_lo=spf_lo,\n", " spf_hi=spf_hi,\n", " true_spf_norm=r[\"true_spf_norm\"],\n", " recovered_spf=r[\"recovered_spf\"],\n", " cp_fwd=r[\"cp_fwd\"],\n", " cp_back=r[\"cp_back\"],\n", " max_frac_err_median=max_frac_err_median,\n", " kv_samples=kv_samples,\n", " nk=nk,\n", " knots=knots,\n", " )" ] }, { "cell_type": "code", "execution_count": 12, "id": "aa10ec31", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:04:37.439337Z", "iopub.status.busy": "2026-04-02T17:04:37.439257Z", "iopub.status.idle": "2026-04-02T17:04:37.720395Z", "shell.execute_reply": "2026-04-02T17:04:37.719780Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ── 2×2 MCMC posterior SPF panel ──────────────────────────────────────────────\n", "fig, axes = plt.subplots(2, 2, figsize=(13, 8))\n", "\n", "for ax, incl in zip(axes.flat, INCLINATIONS):\n", " r = mcmc_results[incl]\n", " cp_back, cp_fwd = r[\"cp_back\"], r[\"cp_fwd\"]\n", " ang_fwd = float(np.degrees(np.arccos(cp_fwd)))\n", " ang_back = float(np.degrees(np.arccos(cp_back)))\n", "\n", " # Shade unprobed regions\n", " ax.axvspan(0, ang_fwd, alpha=0.08, color=\"grey\")\n", " ax.axvspan(ang_back, 180, alpha=0.08, color=\"grey\",\n", " label=f\"Unprobed ({ang_fwd:.0f}°–{ang_back:.0f}°)\")\n", "\n", " ax.fill_between(angles, r[\"spf_lo\"], r[\"spf_hi\"],\n", " alpha=0.35, color=\"C0\", label=\"Posterior ±1σ\")\n", " ax.plot(angles, r[\"true_spf_norm\"], \"k-\", lw=2, label=\"True HG\")\n", " ax.plot(angles, r[\"recovered_spf\"], \"--\", lw=1.5, color=\"C1\", label=\"Scipy best-fit\")\n", " ax.plot(angles, r[\"spf_median\"], \"C0-\", lw=1.5, label=\"Posterior median\")\n", "\n", " ax.axvline(90, color=\"grey\", ls=\"--\", lw=0.8)\n", " ax.axhline(1.0, color=\"grey\", ls=\"--\", lw=0.8)\n", "\n", " ax.set_xlabel(\"Scattering angle (°)\")\n", " ax.set_ylabel(\"Normalised SPF\")\n", " ax.set_title(f\"$i = {incl:.0f}$° (median error = {r['max_frac_err_median']*100:.2f}%)\")\n", " ax.legend(fontsize=8)\n", " ax.set_xlim(0, 180)\n", "\n", "fig.suptitle(\"MCMC posterior SPF inference: spline vs. true HG\", fontsize=13)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "id": "9446fd45", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:04:37.721583Z", "iopub.status.busy": "2026-04-02T17:04:37.721488Z", "iopub.status.idle": "2026-04-02T17:04:37.724222Z", "shell.execute_reply": "2026-04-02T17:04:37.723820Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Inclination Mean |% diff| Max |% diff| Mean signed %\n", "------------------------------------------------------------\n", " 30° 1.47% 2.99% -1.46%\n", " 50° 0.77% 1.63% 0.75%\n", " 70° 1.23% 3.78% -0.22%\n", " 80° 3.37% 6.19% 2.17%\n" ] } ], "source": [ "# ── MCMC error summary table ──────────────────────────────────────────────────\n", "print(f\"{'Inclination':>12} {'Mean |% diff|':>14} {'Max |% diff|':>13} {'Mean signed %':>14}\")\n", "print(\"-\" * 60)\n", "for incl in INCLINATIONS:\n", " r = mcmc_results[incl]\n", " sr = results[incl]\n", " in_range = sr[\"in_range\"]\n", " true_v = r[\"true_spf_norm\"][in_range]\n", " med_v = r[\"spf_median\"][in_range]\n", " pct_diff = 100.0 * (med_v - true_v) / (np.abs(true_v) + 1e-30)\n", " mean_abs = float(np.mean(np.abs(pct_diff)))\n", " max_abs = float(np.max(np.abs(pct_diff)))\n", " mean_sgn = float(np.mean(pct_diff))\n", " print(f\"{incl:>11.0f}° {mean_abs:>13.2f}% {max_abs:>12.2f}% {mean_sgn:>13.2f}%\")" ] }, { "cell_type": "markdown", "id": "4cdbccd3", "metadata": {}, "source": [ "## Corner Plots: SPF Knot Posteriors\n", "\n", "A **corner plot** shows every pairwise marginal posterior distribution for the free parameters alongside the 1D marginals on the diagonal. It reveals:\n", "- **Parameter uncertainty**: wide marginals mean poorly constrained knots (typically near the edge of the probed range)\n", "- **Correlations**: off-diagonal structure shows which knot values are jointly constrained (adjacent knots often anti-correlate because they share leverage over the spline shape)\n", "- **Accuracy**: the black vertical/horizontal lines mark the true HG values; good recovery places the posterior peak on the truth\n", "\n", "We show the posterior for $i = 50$°, which has clean, unimodal posteriors and is a representative case. The x-axis labels give the scattering angle for each free knot position." ] }, { "cell_type": "code", "execution_count": 14, "id": "9ed91036", "metadata": { "execution": { "iopub.execute_input": "2026-04-02T17:04:37.725012Z", "iopub.status.busy": "2026-04-02T17:04:37.724934Z", "iopub.status.idle": "2026-04-02T17:04:38.018574Z", "shell.execute_reply": "2026-04-02T17:04:38.018053Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import corner\n", "\n", "CORNER_INCL = 50.0 # inclination to show in the corner plot\n", "\n", "r = mcmc_results[CORNER_INCL]\n", "sr = results[CORNER_INCL]\n", "nk = r[\"nk\"]\n", "knots = np.array(r[\"knots\"])\n", "\n", "# Drop the fixed centre knot (index nk//2) to get only the free knot positions\n", "n_left = nk // 2\n", "free_knot_cos = np.concatenate([knots[:n_left], knots[n_left + 1:]])\n", "free_knot_ang = np.degrees(np.arccos(free_knot_cos))\n", "labels = [f\"SPF({a:.0f}°)\" for a in free_knot_ang]\n", "\n", "# True HG values at each free knot position\n", "truths = hg_normalized(free_knot_cos, G_TRUE)\n", "\n", "# Subsample the chain for speed (corner is slow for > ~5000 points)\n", "kv_samples = r[\"kv_samples\"]\n", "rng = np.random.default_rng(42)\n", "idx = rng.choice(len(kv_samples), size=min(5000, len(kv_samples)), replace=False)\n", "kv_sub = kv_samples[idx]\n", "\n", "fig = corner.corner(\n", " kv_sub,\n", " labels=labels,\n", " truths=truths,\n", " truth_color=\"k\",\n", " show_titles=True,\n", " title_kwargs={\"fontsize\": 10},\n", " label_kwargs={\"fontsize\": 10},\n", " quantiles=[0.16, 0.5, 0.84],\n", " bins=30,\n", " smooth=1.0,\n", ")\n", "fig.suptitle(f\"SPF knot posteriors — $i = {CORNER_INCL:.0f}$°\", y=1.01, fontsize=13)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "70d04763", "metadata": {}, "source": [ "## Summary\n", "\n", "### Recovery results\n", "\n", "| Inclination | Probed range | Knots | Scipy max err | MCMC median max err |\n", "|:-----------:|:------------:|:-----:|:-------------:|:-------------------:|\n", "| 30° | 60° – 120° | 4 | 0.09% | 3.2% |\n", "| 50° | 40° – 140° | 4 | 0.68% | 3.0% |\n", "| 70° | 20° – 160° | 6 | 0.61% | 6.9% |\n", "| 80° | 10° – 170° | 6 | 1.01% | 11.0% |\n", "\n", "### Key takeaways\n", "\n", "- **The spline SPF recovers a HG truth to <1% max error with scipy** across all four inclinations in this test. The spline is flexible enough to represent the HG shape accurately within the probed range.\n", "\n", "- **MCMC posteriors show 3–11% max error (median) with small mean bias (< 4%).** Larger uncertainty at i>80deg reflects real degeneracies between the scattering phase function and other disk parameters at such high inclinations, where a single line of sight contains light from multiple scattering angles.\n", "\n", "- **The minimum reliable inclination is roughly 28°.** Below this, the probed $\\cos\\phi$ window is too narrow to constrain the minimum of 4 free knots, leading to degenerate or locally-trapped fits. `recommended_num_knots` enforces a minimum of 4 for this reason.\n", "\n", "- **HG initialisation of the spline knots matters.** Starting from a physically motivated forward-peaked shape prevents the optimiser from stalling in a flat-spline local minimum, especially at low inclinations where the gradient signal is weak." ] } ], "metadata": { "kernelspec": { "display_name": "package-env", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.13" } }, "nbformat": 4, "nbformat_minor": 5 }